Sharing Benefits or Enclosure of the Commons? Investigating the Compatibility of Global, National and Local Access and Benefit Sharing (ABS) Mechanisms in Peru
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
"The Convention on Biological Diversity (CBD) declared that genetic resources, considered for centuries to be the common heritage of mankind, would become the property of the sovereign state in which they are contained. The Convention also contained a special provision expressing respect for the rights of indigenous communities over their traditional knowledge. In 2002 Peru (a signatory of the CBD) became the first country in the world to enact a national law for Protection of Traditional Knowledge. Prior to this legal regime, customary governance mechanisms of Andean communities have been the primary means of governing the conservation, use and sharing of genetic resources and traditional knowledge. The objective of this research project is to understand from the perspective of policy makers involved in the development of this law, as well as from the perspective of community members and a small grassroots NGO, how this law creates both opportunities and constraints for local governance mechanisms."
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it